Product Development
AI Product Development
Data-intensive and AI-native products, shipped as thin vertical slices and handed over as something you can operate.
100% delivery success — delivered worldwide across seven regions
What you get
Where AI Product Development earns its place
Data & AI products with a P&L behind them.
- Thin vertical slices to production
- Operable, documented handover
- A P&L behind the roadmap
Tools & platforms
What we build it with
The stack MOD actually delivers this on.
Delivery model
How the work actually runs
One delivery model, whatever the engagement. You always know what is shipping this week and what it is worth.
Discovery
We map your sources, decisions and blockers, understand the business goal, and agree what success looks like before anything is built.
Solution design
We design the architecture, data models and use cases — right-sized to your team and your cloud — and cost the work before you commit.
Development
Weekly sprints against a visible backlog: pipelines, models, dashboards and applications, all in version control and yours from day one.
Testing & validation
Every pipeline and model is tested — with frameworks like PyTest and Great Expectations — so the numbers are trustworthy before they ship.
Deployment & training
We deploy into your cloud and train the people who will run it, so the capability lands with your team, not just our code.
Support & optimisation
Observability, alerting and continuous improvement keep the system fast, accurate and cost-efficient long after go-live.
Proof
Related work
ModTalk: train and deploy a support chatbot in minutes
An all-in-one AI chatbot platform — create, train on your own documents, customise and embed on any site — built on Gemini and ChatGPT with a ChromaDB retrieval layer.
Ask your database a question, get an answer — no SQL
A conversational, question-first platform where table, column and SQL-generation agents turn plain English into queries across PostgreSQL, BigQuery and MySQL.
Turning winning cold-email patterns into a repeatable engine
An outreach engine that codifies top-performing campaign patterns into AI instructions and generates three tailored variants per lead using GPT and Gemini.
FAQ
Questions buyers actually ask
Straight answers. If yours is not here, ask us on a call — we will tell you if we are the wrong fit.
Ask a questionOne with a model at its centre — recommendation, generation or scoring — designed with evaluation and a fallback path. ModTalk (an AI chatbot platform) and a text-to-SQL platform are examples.
Yes — code, prompts and evaluation sets sit in your repositories from day one.
Next step
Ready to find out what your data is worth?
Thirty minutes with a delivery lead, not a salesperson. You leave with a point of view on your highest-value use case and what it takes to ship it.